Illumination is important for well-being, productivity and safety across several environments, including offices, retail shops and industrial warehouses. Current techniques for setting up lighting require extensive and expert support and need to be repeated if the scene changes. Here we propose the first fully automated light management system which measures lighting in real-time, leveraging an RGBD sensor and a radiosity-based light propagation model. Thanks to the integration of light distribution and perception curves into the radiosity, we outperform a commercial software (Relux) on a newly introduced dataset. Furthermore, our proposed light management system is the first to estimate both the presence and the attention of the people in the environment, as well as their light perception. Our new light management system adapts lighting to the scene and human activity and it is capable of energy savings of up to 66%, as we experimentally quantify, without compromising the lighting quality.

An integrated light management system with real-time light measurement and human perception / Tsesmelis, T.; Hasan, I.; Cristani, M.; Bue, A. D.; Galasso, F.. - In: LIGHTING RESEARCH & TECHNOLOGY. - ISSN 1477-1535. - 53:1(2021), pp. 74-88. [10.1177/1477153520947464]

An integrated light management system with real-time light measurement and human perception

Galasso F.
Ultimo
2021

Abstract

Illumination is important for well-being, productivity and safety across several environments, including offices, retail shops and industrial warehouses. Current techniques for setting up lighting require extensive and expert support and need to be repeated if the scene changes. Here we propose the first fully automated light management system which measures lighting in real-time, leveraging an RGBD sensor and a radiosity-based light propagation model. Thanks to the integration of light distribution and perception curves into the radiosity, we outperform a commercial software (Relux) on a newly introduced dataset. Furthermore, our proposed light management system is the first to estimate both the presence and the attention of the people in the environment, as well as their light perception. Our new light management system adapts lighting to the scene and human activity and it is capable of energy savings of up to 66%, as we experimentally quantify, without compromising the lighting quality.
2021
Machine vision, light modeling, radiosity, illumination map, light management system, human-centric lighting
01 Pubblicazione su rivista::01a Articolo in rivista
An integrated light management system with real-time light measurement and human perception / Tsesmelis, T.; Hasan, I.; Cristani, M.; Bue, A. D.; Galasso, F.. - In: LIGHTING RESEARCH & TECHNOLOGY. - ISSN 1477-1535. - 53:1(2021), pp. 74-88. [10.1177/1477153520947464]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1489877
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